Solution of the Zakai equation by separation of variables

An exact expression for the unnormalized conditional density is derived for certain nonlinear estimation problems. The basic method is to solve the Zakai equation using separation of variables. The new filter is a generalization of the Kalman-Bucy filter, the Benes̆ filter, and other nonlinear filters within a unified framework.